Content-based image retrieval (CBIR) investigates the potential of utilizing visual features to search images from a database. Traditionally, CBIR systems depend on handcrafted feature extraction techniques, which can be laborious. UCFS, a cutting-edge framework, targets mitigate this challenge by presenting a unified approach for content-based ima